Corpus Analysis of Chunks

Author

Longjiao and Wanyin

Pre-processing Codes

The following code applies to all models:

MWS

Total Reading Times

First, we start with maximal model, then reduce random effects; the entire chucnk below (not shown in html) for findings random strucutre

The echo: false option disables the printing of code (only output is displayed).

Second, after having “best” random effects, now we move to fixed effects

(not shown in html)

Here we find the best-fitting final model

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_DWELL_TIME_100_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +  
    Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +  
    Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Noun_Word_Frequency_scale_center + MWS_Frequency_scale_center |  
        PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 24497.3  24662.2 -12227.7  24455.3    18933 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-5.1818 -0.6189  0.0229  0.6475  3.1854 

Random effects:
 Groups   Name                             Variance  Std.Dev. Corr       
 IA_LABEL (Intercept)                      0.0219370 0.14811             
 PP_ID    (Intercept)                      0.0424735 0.20609             
          Noun_Word_Frequency_scale_center 0.0002220 0.01490  -0.19      
          MWS_Frequency_scale_center       0.0002741 0.01656  -0.60  0.32
 Residual                                  0.2004872 0.44776             
Number of obs: 18954, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                                                        Estimate
(Intercept)                                                            6.250e+00
MWS_Length_CENTER                                                      1.127e-01
Adj_Word_Repetition_Across_Sessions_CENTER                            -2.529e-02
Noun_Word_Repetition_Across_Sessions_CENTER                           -3.093e-02
GROUP_sum1                                                             3.109e-01
Adj_Word_Frequency_scale_center                                       -3.793e-02
Noun_Word_Frequency_scale_center                                      -2.005e-02
MWS_Frequency_scale_center                                            -8.914e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                            -6.388e-03
GROUP_sum1:MWS_Frequency_scale_center                                 -3.880e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.948e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            8.817e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  7.364e-03
                                                                      Std. Error
(Intercept)                                                            3.425e-02
MWS_Length_CENTER                                                      7.597e-03
Adj_Word_Repetition_Across_Sessions_CENTER                             7.261e-03
Noun_Word_Repetition_Across_Sessions_CENTER                            9.094e-03
GROUP_sum1                                                             3.334e-02
Adj_Word_Frequency_scale_center                                        8.944e-03
Noun_Word_Frequency_scale_center                                       1.059e-02
MWS_Frequency_scale_center                                             2.110e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             3.830e-03
GROUP_sum1:MWS_Frequency_scale_center                                  7.102e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             6.220e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            3.373e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.046e-03
                                                                              df
(Intercept)                                                            4.807e+01
MWS_Length_CENTER                                                      6.346e+02
Adj_Word_Repetition_Across_Sessions_CENTER                             1.520e+03
Noun_Word_Repetition_Across_Sessions_CENTER                            1.480e+03
GROUP_sum1                                                             4.386e+01
Adj_Word_Frequency_scale_center                                        7.326e+02
Noun_Word_Frequency_scale_center                                       5.039e+02
MWS_Frequency_scale_center                                             5.233e+02
GROUP_sum1:Adj_Word_Frequency_scale_center                             1.885e+04
GROUP_sum1:MWS_Frequency_scale_center                                  2.466e+02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             5.134e+02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            6.657e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.500e+04
                                                                      t value
(Intercept)                                                           182.468
MWS_Length_CENTER                                                      14.829
Adj_Word_Repetition_Across_Sessions_CENTER                             -3.483
Noun_Word_Repetition_Across_Sessions_CENTER                            -3.401
GROUP_sum1                                                              9.325
Adj_Word_Frequency_scale_center                                        -4.241
Noun_Word_Frequency_scale_center                                       -1.893
MWS_Frequency_scale_center                                             -4.225
GROUP_sum1:Adj_Word_Frequency_scale_center                             -1.668
GROUP_sum1:MWS_Frequency_scale_center                                  -5.463
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.131
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             2.614
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   3.599
                                                                      Pr(>|t|)
(Intercept)                                                            < 2e-16
MWS_Length_CENTER                                                      < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER                            0.000509
Noun_Word_Repetition_Across_Sessions_CENTER                           0.000688
GROUP_sum1                                                            5.69e-12
Adj_Word_Frequency_scale_center                                       2.51e-05
Noun_Word_Frequency_scale_center                                      0.058931
MWS_Frequency_scale_center                                            2.82e-05
GROUP_sum1:Adj_Word_Frequency_scale_center                            0.095355
GROUP_sum1:MWS_Frequency_scale_center                                 1.15e-07
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.001840
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           0.009155
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000320
                                                                         
(Intercept)                                                           ***
MWS_Length_CENTER                                                     ***
Adj_Word_Repetition_Across_Sessions_CENTER                            ***
Noun_Word_Repetition_Across_Sessions_CENTER                           ***
GROUP_sum1                                                            ***
Adj_Word_Frequency_scale_center                                       ***
Noun_Word_Frequency_scale_center                                      .  
MWS_Frequency_scale_center                                            ***
GROUP_sum1:Adj_Word_Frequency_scale_center                            .  
GROUP_sum1:MWS_Frequency_scale_center                                 ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            ** 
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           ** 
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Here we plot the interaction between Adj_Word_Frequency, MWS_Frequency and group.

Higher Adjective Word Frequency facilitates reading at low MWS Frequency, but this effect diminishes and reverses at high MWS Frequency, particularly in bilinguals. In bilinguals, frequent adjectives speed reading when MWS Frequency is low but slow it down when MWS Frequency is high. Monolinguals show a similar but weaker pattern, with flatter slopes and less pronounced reversal

Here we plot the interaction between Noun_Word_Frequency and MWS_Frequency.

Higher Noun word frequency speeds up reading when MWS Frequency is low but this effect weakens and reverse as MWS frequency increases. For very frequent MWS, frequent nouns are associated with lower reading time.

First Fixation Duration

As above, first, we start with maximal model, then reduce random effects; the entire chucnk below (not shown in html) for findings random strucutre

Now, after having “best” random effects, now we move to fixed effects

(not shown in html)

Here we find the best-fitting final model First Fixation Duration (FFD)

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_FIRST_FIXATION_DURATION_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    (Adj_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
  9065.1   9166.7  -4519.6   9039.1    18334 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-3.5555 -0.6622  0.0210  0.6857  3.2840 

Random effects:
 Groups   Name                            Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                     0.0022402 0.04733       
 PP_ID    (Intercept)                     0.0150015 0.12248       
          Adj_Word_Frequency_scale_center 0.0001274 0.01129  -0.55
 Residual                                 0.0931323 0.30518       
Number of obs: 18347, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                             Estimate Std. Error         df
(Intercept)                                 5.413e+00  2.005e-02  4.452e+01
MWS_Length_CENTER                           6.020e-03  3.278e-03  6.175e+02
Adj_Word_Repetition_Across_Sessions_CENTER -7.635e-03  3.447e-03  9.122e+02
GROUP_sum1                                  6.476e-02  1.995e-02  4.367e+01
Adj_Word_Frequency_scale_center            -1.193e-02  4.451e-03  1.443e+02
Noun_Word_Frequency_scale_center           -9.128e-04  3.456e-03  4.499e+02
MWS_Frequency_scale_center                 -2.508e-03  4.421e-03  3.054e+02
GROUP_sum1:Adj_Word_Frequency_scale_center -8.584e-03  2.947e-03  3.294e+01
                                           t value Pr(>|t|)    
(Intercept)                                269.987  < 2e-16 ***
MWS_Length_CENTER                            1.836  0.06677 .  
Adj_Word_Repetition_Across_Sessions_CENTER  -2.215  0.02699 *  
GROUP_sum1                                   3.246  0.00225 ** 
Adj_Word_Frequency_scale_center             -2.679  0.00823 ** 
Noun_Word_Frequency_scale_center            -0.264  0.79182    
MWS_Frequency_scale_center                  -0.567  0.57099    
GROUP_sum1:Adj_Word_Frequency_scale_center  -2.913  0.00639 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
            (Intr) MWS_L_ A_W_R_ GROUP_s1 A_W_F_ N_W_F_ MWS_F_
MWS_L_CENTE -0.003                                            
A_W_R_A_S_C  0.006  0.077                                     
GROUP_sum1  -0.358  0.000  0.000                              
Adj_Wrd_F__ -0.228  0.202 -0.429  0.082                       
Nn_Wrd_Fr__  0.001  0.226 -0.004  0.000    0.057              
MWS_Frqnc__  0.014  0.032  0.122 -0.002   -0.377 -0.310       
GROUP_1:A_W  0.122 -0.006  0.005 -0.338   -0.101 -0.001 -0.025

Here we report the interaction between group and Adjective word frequency in First Fixation Duration (FFD)

The facilitative effect of Adjective word frequency is strong in Bilinguals

First Run Dwell Time

We report final model of First Run Dwell Time

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_FIRST_RUN_DWELL_TIME_LOG ~ MWS_Length_CENTER + MWS_Repetition_Across_Sessions_CENTER +  
    Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +  
    Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Adj_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 25761.6  25902.7 -12862.8  25725.6    18772 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-4.6025 -0.5766  0.1302  0.6778  2.9542 

Random effects:
 Groups   Name                            Variance Std.Dev. Corr 
 IA_LABEL (Intercept)                     0.012306 0.11093       
 PP_ID    (Intercept)                     0.035757 0.18910       
          Adj_Word_Frequency_scale_center 0.000904 0.03007  -0.63
 Residual                                 0.220412 0.46948       
Number of obs: 18790, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                                                        Estimate
(Intercept)                                                            5.979e+00
MWS_Length_CENTER                                                      9.358e-02
MWS_Repetition_Across_Sessions_CENTER                                 -1.477e-02
Noun_Word_Repetition_Across_Sessions_CENTER                           -2.044e-02
GROUP_sum1                                                             2.619e-01
Adj_Word_Frequency_scale_center                                       -4.678e-02
Noun_Word_Frequency_scale_center                                      -1.996e-02
MWS_Frequency_scale_center                                            -6.617e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                            -7.539e-03
GROUP_sum1:MWS_Frequency_scale_center                                 -3.089e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.489e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            5.870e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  6.711e-03
                                                                      Std. Error
(Intercept)                                                            3.129e-02
MWS_Length_CENTER                                                      6.365e-03
MWS_Repetition_Across_Sessions_CENTER                                  5.595e-03
Noun_Word_Repetition_Across_Sessions_CENTER                            8.144e-03
GROUP_sum1                                                             3.083e-02
Adj_Word_Frequency_scale_center                                        8.346e-03
Noun_Word_Frequency_scale_center                                       8.717e-03
MWS_Frequency_scale_center                                             1.726e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             6.308e-03
GROUP_sum1:MWS_Frequency_scale_center                                  6.837e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             5.068e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            2.838e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.156e-03
                                                                              df
(Intercept)                                                            4.666e+01
MWS_Length_CENTER                                                      6.326e+02
MWS_Repetition_Across_Sessions_CENTER                                  5.140e+03
Noun_Word_Repetition_Across_Sessions_CENTER                            1.246e+03
GROUP_sum1                                                             4.395e+01
Adj_Word_Frequency_scale_center                                        1.144e+02
Noun_Word_Frequency_scale_center                                       6.776e+02
MWS_Frequency_scale_center                                             4.630e+02
GROUP_sum1:Adj_Word_Frequency_scale_center                             4.085e+01
GROUP_sum1:MWS_Frequency_scale_center                                  1.857e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             4.425e+02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            6.549e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.851e+04
                                                                      t value
(Intercept)                                                           191.080
MWS_Length_CENTER                                                      14.702
MWS_Repetition_Across_Sessions_CENTER                                  -2.640
Noun_Word_Repetition_Across_Sessions_CENTER                            -2.510
GROUP_sum1                                                              8.496
Adj_Word_Frequency_scale_center                                        -5.605
Noun_Word_Frequency_scale_center                                       -2.290
MWS_Frequency_scale_center                                             -3.833
GROUP_sum1:Adj_Word_Frequency_scale_center                             -1.195
GROUP_sum1:MWS_Frequency_scale_center                                  -4.518
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              2.938
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             2.069
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   3.113
                                                                      Pr(>|t|)
(Intercept)                                                            < 2e-16
MWS_Length_CENTER                                                      < 2e-16
MWS_Repetition_Across_Sessions_CENTER                                 0.008314
Noun_Word_Repetition_Across_Sessions_CENTER                           0.012188
GROUP_sum1                                                            7.99e-11
Adj_Word_Frequency_scale_center                                       1.46e-07
Noun_Word_Frequency_scale_center                                      0.022355
MWS_Frequency_scale_center                                            0.000144
GROUP_sum1:Adj_Word_Frequency_scale_center                            0.238925
GROUP_sum1:MWS_Frequency_scale_center                                 6.29e-06
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.003471
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           0.038975
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.001858
                                                                         
(Intercept)                                                           ***
MWS_Length_CENTER                                                     ***
MWS_Repetition_Across_Sessions_CENTER                                 ** 
Noun_Word_Repetition_Across_Sessions_CENTER                           *  
GROUP_sum1                                                            ***
Adj_Word_Frequency_scale_center                                       ***
Noun_Word_Frequency_scale_center                                      *  
MWS_Frequency_scale_center                                            ***
GROUP_sum1:Adj_Word_Frequency_scale_center                               
GROUP_sum1:MWS_Frequency_scale_center                                 ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            ** 
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           *  
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

plot the interaction between Noun_Word_Frequency and MWS_Frequency from First Run Dwell Time model

The facilitative effect of Noun Word Frequency diminishes and reverses as MWS Frequency increases

plot the interaction between Adj_Word_Frequency, MWS_Frequency and group from First Run Dwell Time model

This interaction is very similar to what we found in total reading time

Regression Path Duration

Final model for Regression Path Duration (RPD) reported below

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 26948.2  27073.8 -13458.1  26916.2    18967 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-4.4579 -0.6171 -0.0138  0.5968  3.7610 

Random effects:
 Groups   Name                             Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                      0.0184775 0.13593       
 PP_ID    (Intercept)                      0.0404216 0.20105       
          Noun_Word_Frequency_scale_center 0.0003806 0.01951  -0.17
 Residual                                  0.2297014 0.47927       
Number of obs: 18983, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                                                        Estimate
(Intercept)                                                            6.244e+00
MWS_Length_CENTER                                                      1.170e-01
Adj_Word_Repetition_Across_Sessions_CENTER                            -3.567e-02
GROUP_sum1                                                             2.628e-01
Adj_Word_Frequency_scale_center                                       -3.732e-02
Noun_Word_Frequency_scale_center                                      -2.119e-02
MWS_Frequency_scale_center                                            -6.777e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                            -3.131e-03
GROUP_sum1:MWS_Frequency_scale_center                                 -3.680e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.569e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  9.462e-03
                                                                      Std. Error
(Intercept)                                                            3.335e-02
MWS_Length_CENTER                                                      7.223e-03
Adj_Word_Repetition_Across_Sessions_CENTER                             6.845e-03
GROUP_sum1                                                             3.256e-02
Adj_Word_Frequency_scale_center                                        8.608e-03
Noun_Word_Frequency_scale_center                                       8.320e-03
MWS_Frequency_scale_center                                             1.934e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             4.097e-03
GROUP_sum1:MWS_Frequency_scale_center                                  7.031e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             5.892e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.200e-03
                                                                              df
(Intercept)                                                            4.746e+01
MWS_Length_CENTER                                                      6.430e+02
Adj_Word_Repetition_Across_Sessions_CENTER                             1.616e+03
GROUP_sum1                                                             4.389e+01
Adj_Word_Frequency_scale_center                                        7.473e+02
Noun_Word_Frequency_scale_center                                       2.742e+02
MWS_Frequency_scale_center                                             4.962e+02
GROUP_sum1:Adj_Word_Frequency_scale_center                             1.891e+04
GROUP_sum1:MWS_Frequency_scale_center                                  1.127e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             4.934e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.761e+04
                                                                      t value
(Intercept)                                                           187.243
MWS_Length_CENTER                                                      16.201
Adj_Word_Repetition_Across_Sessions_CENTER                             -5.211
GROUP_sum1                                                              8.072
Adj_Word_Frequency_scale_center                                        -4.336
Noun_Word_Frequency_scale_center                                       -2.547
MWS_Frequency_scale_center                                             -3.504
GROUP_sum1:Adj_Word_Frequency_scale_center                             -0.764
GROUP_sum1:MWS_Frequency_scale_center                                  -5.234
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              2.663
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   4.300
                                                                      Pr(>|t|)
(Intercept)                                                            < 2e-16
MWS_Length_CENTER                                                      < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER                            2.12e-07
GROUP_sum1                                                            3.24e-10
Adj_Word_Frequency_scale_center                                       1.65e-05
Noun_Word_Frequency_scale_center                                       0.01141
MWS_Frequency_scale_center                                             0.00050
GROUP_sum1:Adj_Word_Frequency_scale_center                             0.44473
GROUP_sum1:MWS_Frequency_scale_center                                 1.69e-07
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             0.00799
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 1.71e-05
                                                                         
(Intercept)                                                           ***
MWS_Length_CENTER                                                     ***
Adj_Word_Repetition_Across_Sessions_CENTER                            ***
GROUP_sum1                                                            ***
Adj_Word_Frequency_scale_center                                       ***
Noun_Word_Frequency_scale_center                                      *  
MWS_Frequency_scale_center                                            ***
GROUP_sum1:Adj_Word_Frequency_scale_center                               
GROUP_sum1:MWS_Frequency_scale_center                                 ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            ** 
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
                 (Intr) MWS_L_ A_W_R_ GROUP_s1 Ad_W_F__ N_W_F_ MWS_F_
MWS_L_CENTE       0.016                                              
A_W_R_A_S_C      -0.002  0.042                                       
GROUP_sum1       -0.351 -0.001 -0.001                                
Adj_Wrd_F__      -0.006  0.236 -0.431  0.001                         
Nn_Wrd_Fr__      -0.062  0.192  0.007  0.011    0.060                
MWS_Frqnc__       0.100  0.173 -0.038 -0.002   -0.197   -0.213       
GROUP_s1:A_W_F__  0.001 -0.004 -0.001  0.000   -0.013   -0.001  0.007
GROUP_1:MWS       0.002 -0.005  0.007  0.006    0.005   -0.013 -0.050
A_W_F__:MWS      -0.104 -0.191  0.113  0.002   -0.024    0.051 -0.843
GROUP_1:A_W_F__:  0.001  0.007 -0.007 -0.022    0.001    0.011  0.040
                 GROUP_s1:A_W_F__ GROUP_1:M A_W_F__:
MWS_L_CENTE                                         
A_W_R_A_S_C                                         
GROUP_sum1                                          
Adj_Wrd_F__                                         
Nn_Wrd_Fr__                                         
MWS_Frqnc__                                         
GROUP_s1:A_W_F__                                    
GROUP_1:MWS      -0.257                             
A_W_F__:MWS      -0.002            0.042            
GROUP_1:A_W_F__: -0.024           -0.803    -0.052  

There is an 3-way interaction between Group, Adj_word_frequency and MWS frequency

Similar pattern again to total reading time and first-run reading time

There is an interaction between Group and MWS frequency

There is an interaction between Group and Adj_Word_Frequency

<just check, not really meaningful>

Selective Regression Path Duration

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: IA_SELECTIVE_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER +  
    Adj_Word_Repetition_Across_Sessions_CENTER + Noun_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Adj_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 21289.2  21430.5 -10626.6  21253.2    18937 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-4.9522 -0.5940  0.0528  0.6481  3.5592 

Random effects:
 Groups   Name                            Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                     0.0145673 0.12069       
 PP_ID    (Intercept)                     0.0402454 0.20061       
          Adj_Word_Frequency_scale_center 0.0002995 0.01731  -0.85
 Residual                                 0.1705022 0.41292       
Number of obs: 18955, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                                                        Estimate
(Intercept)                                                            6.136e+00
MWS_Length_CENTER                                                      1.184e-01
Adj_Word_Repetition_Across_Sessions_CENTER                            -2.427e-02
Noun_Word_Repetition_Across_Sessions_CENTER                           -1.956e-02
GROUP_sum1                                                             2.868e-01
Adj_Word_Frequency_scale_center                                       -3.614e-02
Noun_Word_Frequency_scale_center                                      -2.116e-02
MWS_Frequency_scale_center                                            -8.259e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                            -6.396e-03
GROUP_sum1:MWS_Frequency_scale_center                                 -3.749e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.654e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            7.824e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  9.243e-03
                                                                      Std. Error
(Intercept)                                                            3.314e-02
MWS_Length_CENTER                                                      6.415e-03
Adj_Word_Repetition_Across_Sessions_CENTER                             6.312e-03
Noun_Word_Repetition_Across_Sessions_CENTER                            7.861e-03
GROUP_sum1                                                             3.262e-02
Adj_Word_Frequency_scale_center                                        8.099e-03
Noun_Word_Frequency_scale_center                                       8.741e-03
MWS_Frequency_scale_center                                             1.748e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             4.504e-03
GROUP_sum1:MWS_Frequency_scale_center                                  5.913e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             5.189e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            2.850e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.875e-03
                                                                              df
(Intercept)                                                            4.678e+01
MWS_Length_CENTER                                                      6.443e+02
Adj_Word_Repetition_Across_Sessions_CENTER                             1.371e+03
Noun_Word_Repetition_Across_Sessions_CENTER                            1.378e+03
GROUP_sum1                                                             4.395e+01
Adj_Word_Frequency_scale_center                                        3.457e+02
Noun_Word_Frequency_scale_center                                       7.131e+02
MWS_Frequency_scale_center                                             5.008e+02
GROUP_sum1:Adj_Word_Frequency_scale_center                             5.236e+01
GROUP_sum1:MWS_Frequency_scale_center                                  1.853e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             4.920e+02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            6.698e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.852e+04
                                                                      t value
(Intercept)                                                           185.174
MWS_Length_CENTER                                                      18.459
Adj_Word_Repetition_Across_Sessions_CENTER                             -3.845
Noun_Word_Repetition_Across_Sessions_CENTER                            -2.488
GROUP_sum1                                                              8.792
Adj_Word_Frequency_scale_center                                        -4.462
Noun_Word_Frequency_scale_center                                       -2.421
MWS_Frequency_scale_center                                             -4.725
GROUP_sum1:Adj_Word_Frequency_scale_center                             -1.420
GROUP_sum1:MWS_Frequency_scale_center                                  -6.340
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.187
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             2.746
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   4.930
                                                                      Pr(>|t|)
(Intercept)                                                            < 2e-16
MWS_Length_CENTER                                                      < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER                            0.000126
Noun_Word_Repetition_Across_Sessions_CENTER                           0.012960
GROUP_sum1                                                            3.06e-11
Adj_Word_Frequency_scale_center                                       1.10e-05
Noun_Word_Frequency_scale_center                                      0.015729
MWS_Frequency_scale_center                                            2.99e-06
GROUP_sum1:Adj_Word_Frequency_scale_center                            0.161504
GROUP_sum1:MWS_Frequency_scale_center                                 2.34e-10
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.001529
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           0.006198
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 8.30e-07
                                                                         
(Intercept)                                                           ***
MWS_Length_CENTER                                                     ***
Adj_Word_Repetition_Across_Sessions_CENTER                            ***
Noun_Word_Repetition_Across_Sessions_CENTER                           *  
GROUP_sum1                                                            ***
Adj_Word_Frequency_scale_center                                       ***
Noun_Word_Frequency_scale_center                                      *  
MWS_Frequency_scale_center                                            ***
GROUP_sum1:Adj_Word_Frequency_scale_center                               
GROUP_sum1:MWS_Frequency_scale_center                                 ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            ** 
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           ** 
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

There is an interaction between Noun_Word_Frequency and MWS_Frequency

Another 3-way interaction: Group, Adj_Word_Frequency, MWS_Frequency

Skip

Here, the summary of the final model for skipping

Generalized linear mixed model fit by maximum likelihood (Laplace
  Approximation) [glmerMod]
 Family: binomial  ( logit )
Formula: 
IA_SKIP ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (1 | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: glmerControl(optimizer = "nloptwrap", calc.derivs = F)

     AIC      BIC   logLik deviance df.resid 
  9433.2   9512.2  -4706.6   9413.2    19894 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-0.7416 -0.3210 -0.2216 -0.1464  9.5412 

Random effects:
 Groups   Name        Variance Std.Dev.
 IA_LABEL (Intercept) 0.08576  0.2929  
 PP_ID    (Intercept) 0.56171  0.7495  
Number of obs: 19904, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                                           Estimate Std. Error
(Intercept)                                                -2.90480    0.12776
MWS_Length_CENTER                                          -0.13983    0.03658
Adj_Word_Repetition_Across_Sessions_CENTER                 -0.14486    0.03993
GROUP_sum1                                                 -0.62283    0.12663
Adj_Word_Frequency_scale_center                             0.12973    0.03951
Noun_Word_Frequency_scale_center                            0.01699    0.03322
MWS_Frequency_scale_center                                  0.12055    0.06762
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.04681    0.02130
                                                           z value Pr(>|z|)    
(Intercept)                                                -22.736  < 2e-16 ***
MWS_Length_CENTER                                           -3.822 0.000132 ***
Adj_Word_Repetition_Across_Sessions_CENTER                  -3.628 0.000286 ***
GROUP_sum1                                                  -4.918 8.72e-07 ***
Adj_Word_Frequency_scale_center                              3.284 0.001024 ** 
Noun_Word_Frequency_scale_center                             0.511 0.609075    
MWS_Frequency_scale_center                                   1.783 0.074629 .  
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  -2.197 0.027999 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
            (Intr) MWS_L_ A_W_R_ GROUP_ Ad_W_F__ N_W_F_ MWS_F_
MWS_L_CENTE  0.038                                            
A_W_R_A_S_C  0.010  0.039                                     
GROUP_sum1  -0.291  0.001  0.002                              
Adj_Wrd_F__ -0.008  0.247 -0.481 -0.001                       
Nn_Wrd_Fr__ -0.005  0.205  0.002  0.001  0.050                
MWS_Frqnc__  0.072  0.198 -0.087 -0.004 -0.097   -0.213       
A_W_F__:MWS -0.080 -0.208  0.177  0.001 -0.160    0.037 -0.814

There is an interaction between Adj word frequency and MWS frequency

Fixation Count

Final model for fixation counts

Generalized linear mixed model fit by maximum likelihood (Laplace
  Approximation) [glmerMod]
 Family: poisson  ( log )
Formula: 
IA_FIXATION_COUNT ~ MWS_Length_CENTER + Noun_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (1 | PP_ID) + (1 | IA_LABEL)
   Data: Data_all

     AIC      BIC   logLik deviance df.resid 
 71403.0  71513.5 -35687.5  71375.0    19890 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-2.7906 -0.5613 -0.1449  0.3728 11.5114 

Random effects:
 Groups   Name        Variance Std.Dev.
 IA_LABEL (Intercept) 0.02714  0.1648  
 PP_ID    (Intercept) 0.03986  0.1997  
Number of obs: 19904, groups:  IA_LABEL, 644; PP_ID, 44

Fixed effects:
                                                                        Estimate
(Intercept)                                                            0.9675180
MWS_Length_CENTER                                                      0.1164451
Noun_Word_Repetition_Across_Sessions_CENTER                           -0.0536268
GROUP_sum1                                                             0.2872082
Adj_Word_Frequency_scale_center                                       -0.0469691
Noun_Word_Frequency_scale_center                                      -0.0060459
MWS_Frequency_scale_center                                            -0.0888471
GROUP_sum1:Adj_Word_Frequency_scale_center                             0.0006416
GROUP_sum1:MWS_Frequency_scale_center                                 -0.0356352
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             0.0242298
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.0094628
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.0077731
                                                                      Std. Error
(Intercept)                                                            0.0336565
MWS_Length_CENTER                                                      0.0086703
Noun_Word_Repetition_Across_Sessions_CENTER                            0.0108979
GROUP_sum1                                                             0.0326806
Adj_Word_Frequency_scale_center                                        0.0097606
Noun_Word_Frequency_scale_center                                       0.0120847
MWS_Frequency_scale_center                                             0.0250265
GROUP_sum1:Adj_Word_Frequency_scale_center                             0.0054773
GROUP_sum1:MWS_Frequency_scale_center                                  0.0102106
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             0.0073876
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.0041422
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.0032374
                                                                      z value
(Intercept)                                                            28.747
MWS_Length_CENTER                                                      13.430
Noun_Word_Repetition_Across_Sessions_CENTER                            -4.921
GROUP_sum1                                                              8.788
Adj_Word_Frequency_scale_center                                        -4.812
Noun_Word_Frequency_scale_center                                       -0.500
MWS_Frequency_scale_center                                             -3.550
GROUP_sum1:Adj_Word_Frequency_scale_center                              0.117
GROUP_sum1:MWS_Frequency_scale_center                                  -3.490
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.280
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             2.284
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   2.401
                                                                      Pr(>|z|)
(Intercept)                                                            < 2e-16
MWS_Length_CENTER                                                      < 2e-16
Noun_Word_Repetition_Across_Sessions_CENTER                           8.62e-07
GROUP_sum1                                                             < 2e-16
Adj_Word_Frequency_scale_center                                       1.49e-06
Noun_Word_Frequency_scale_center                                      0.616868
MWS_Frequency_scale_center                                            0.000385
GROUP_sum1:Adj_Word_Frequency_scale_center                            0.906758
GROUP_sum1:MWS_Frequency_scale_center                                 0.000483
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.001039
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           0.022345
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.016348
                                                                         
(Intercept)                                                           ***
MWS_Length_CENTER                                                     ***
Noun_Word_Repetition_Across_Sessions_CENTER                           ***
GROUP_sum1                                                            ***
Adj_Word_Frequency_scale_center                                       ***
Noun_Word_Frequency_scale_center                                         
MWS_Frequency_scale_center                                            ***
GROUP_sum1:Adj_Word_Frequency_scale_center                               
GROUP_sum1:MWS_Frequency_scale_center                                 ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            ** 
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           *  
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
                 (Intr) MWS_L_ N_W_R_ GROUP_s1 Ad_W_F__ Nn_W_F__ MWS_F_
MWS_L_CENTE       0.018                                                
N_W_R_A_S_C       0.009  0.053                                         
GROUP_sum1       -0.351 -0.001 -0.001                                  
Adj_Wrd_F__      -0.007  0.276 -0.032 -0.001                           
Nn_Wrd_Fr__       0.007  0.168 -0.535  0.001    0.086                  
MWS_Frqnc__       0.134  0.185 -0.064 -0.005   -0.234   -0.077         
GROUP_s1:A_W_F__ -0.002 -0.004 -0.017  0.010   -0.155    0.009    0.030
GROUP_1:MWS      -0.013 -0.001 -0.006  0.050    0.042    0.003   -0.115
A_W_F__:MWS      -0.129 -0.182  0.052  0.007    0.037    0.033   -0.812
N_W_F__:MWS      -0.053 -0.115 -0.062  0.000   -0.017   -0.256   -0.220
GROUP_1:A_W_F__:  0.015  0.003  0.013 -0.057    0.003   -0.004    0.090
                 GROUP_s1:A_W_F__ GROUP_1:M A_W_F__: N_W_F__:
MWS_L_CENTE                                                  
N_W_R_A_S_C                                                  
GROUP_sum1                                                   
Adj_Wrd_F__                                                  
Nn_Wrd_Fr__                                                  
MWS_Frqnc__                                                  
GROUP_s1:A_W_F__                                             
GROUP_1:MWS      -0.293                                      
A_W_F__:MWS       0.002            0.100                     
N_W_F__:MWS       0.005           -0.002    -0.049           
GROUP_1:A_W_F__:  0.019           -0.802    -0.135    0.010  

Here, to plot Noun_Word_Frequency:MWS_Frequency

Here, to plot GROUP:Adj_Word_Frequency:MWS_Frequency

Nouns

Total Reading Times

Report final model for Total Reading Time

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_DWELL_TIME_100_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +  
    Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +  
    Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +  
    Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 18812.7  18965.7  -9386.3  18772.7    15535 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-3.5603 -0.6630 -0.0423  0.6307  3.6047 

Random effects:
 Groups   Name                             Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                      0.0227749 0.15091       
 PP_ID    (Intercept)                      0.0258591 0.16081       
          Noun_Word_Frequency_scale_center 0.0007652 0.02766  -0.52
 Residual                                  0.1839133 0.42885       
Number of obs: 15555, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                                         Estimate
(Intercept)                                                             5.660e+00
MWS_Length_CENTER                                                       5.513e-02
Adj_Word_Repetition_Across_Sessions_CENTER                             -1.515e-02
Noun_Word_Repetition_Across_Sessions_CENTER                            -2.403e-02
GROUP_sum1                                                              1.992e-01
Adj_Word_Frequency_scale_center                                         4.581e-03
Noun_Word_Frequency_scale_center                                       -6.707e-02
MWS_Frequency_scale_center                                             -1.723e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                              3.944e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                            -3.780e-02
GROUP_sum1:MWS_Frequency_scale_center                                  -5.427e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             -4.430e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.386e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   6.139e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  9.048e-03
                                                                       Std. Error
(Intercept)                                                             2.733e-02
MWS_Length_CENTER                                                       7.327e-03
Adj_Word_Repetition_Across_Sessions_CENTER                              6.548e-03
Noun_Word_Repetition_Across_Sessions_CENTER                             8.444e-03
GROUP_sum1                                                              2.631e-02
Adj_Word_Frequency_scale_center                                         7.724e-03
Noun_Word_Frequency_scale_center                                        1.185e-02
MWS_Frequency_scale_center                                              1.222e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                              4.150e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                             6.210e-03
GROUP_sum1:MWS_Frequency_scale_center                                   8.457e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.524e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             3.417e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   2.490e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.880e-03
                                                                               df
(Intercept)                                                             5.124e+01
MWS_Length_CENTER                                                       8.626e+02
Adj_Word_Repetition_Across_Sessions_CENTER                              3.862e+03
Noun_Word_Repetition_Across_Sessions_CENTER                             5.057e+03
GROUP_sum1                                                              4.405e+01
Adj_Word_Frequency_scale_center                                         2.526e+03
Noun_Word_Frequency_scale_center                                        3.729e+02
MWS_Frequency_scale_center                                              7.776e+03
GROUP_sum1:Adj_Word_Frequency_scale_center                              1.539e+04
GROUP_sum1:Noun_Word_Frequency_scale_center                             4.598e+01
GROUP_sum1:MWS_Frequency_scale_center                                   1.511e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              1.012e+04
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.051e+03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   1.522e+04
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.796e+03
                                                                       t value
(Intercept)                                                            207.076
MWS_Length_CENTER                                                        7.525
Adj_Word_Repetition_Across_Sessions_CENTER                              -2.314
Noun_Word_Repetition_Across_Sessions_CENTER                             -2.846
GROUP_sum1                                                               7.569
Adj_Word_Frequency_scale_center                                          0.593
Noun_Word_Frequency_scale_center                                        -5.661
MWS_Frequency_scale_center                                              -1.410
GROUP_sum1:Adj_Word_Frequency_scale_center                               0.950
GROUP_sum1:Noun_Word_Frequency_scale_center                             -6.087
GROUP_sum1:MWS_Frequency_scale_center                                   -6.417
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              -1.257
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center              4.056
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center    2.465
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center   3.142
                                                                       Pr(>|t|)
(Intercept)                                                             < 2e-16
MWS_Length_CENTER                                                      1.33e-13
Adj_Word_Repetition_Across_Sessions_CENTER                              0.02074
Noun_Word_Repetition_Across_Sessions_CENTER                             0.00444
GROUP_sum1                                                             1.68e-09
Adj_Word_Frequency_scale_center                                         0.55319
Noun_Word_Frequency_scale_center                                       3.01e-08
MWS_Frequency_scale_center                                              0.15854
GROUP_sum1:Adj_Word_Frequency_scale_center                              0.34196
GROUP_sum1:Noun_Word_Frequency_scale_center                            2.14e-07
GROUP_sum1:MWS_Frequency_scale_center                                  1.43e-10
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              0.20879
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            5.36e-05
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   0.01370
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.00171
                                                                          
(Intercept)                                                            ***
MWS_Length_CENTER                                                      ***
Adj_Word_Repetition_Across_Sessions_CENTER                             *  
Noun_Word_Repetition_Across_Sessions_CENTER                            ** 
GROUP_sum1                                                             ***
Adj_Word_Frequency_scale_center                                           
Noun_Word_Frequency_scale_center                                       ***
MWS_Frequency_scale_center                                                
GROUP_sum1:Adj_Word_Frequency_scale_center                                
GROUP_sum1:Noun_Word_Frequency_scale_center                            ***
GROUP_sum1:MWS_Frequency_scale_center                                  ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center                
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            ***
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  *  
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
                                                    MWS_Length_CENTER 
                                                             1.249827 
                           Adj_Word_Repetition_Across_Sessions_CENTER 
                                                             1.426603 
                          Noun_Word_Repetition_Across_Sessions_CENTER 
                                                             1.437948 
                                                            GROUP_sum 
                                                             1.163546 
                                      Adj_Word_Frequency_scale_center 
                                                             1.830417 
                                     Noun_Word_Frequency_scale_center 
                                                             1.551529 
                                           MWS_Frequency_scale_center 
                                                             4.805341 
                            GROUP_sum:Adj_Word_Frequency_scale_center 
                                                             1.253316 
                           GROUP_sum:Noun_Word_Frequency_scale_center 
                                                             1.264999 
                                 GROUP_sum:MWS_Frequency_scale_center 
                                                             4.120113 
           Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 
                                                             4.026742 
          Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 
                                                             1.834670 
 GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center 
                                                             3.331404 
GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 
                                                             1.502830 

Plot Group x Adj_Word_Frequency x MWS_Frequency

Plot Noun_Word_Frequency x MWS_Frequency

First Fixation Duration

Find the best fitting model for noun FFD

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_FIRST_FIXATION_DURATION_LOG ~ MWS_Length_CENTER + Noun_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Noun_Word_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (1 | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
  8055.0   8154.2  -4014.5   8029.0    15285 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-3.5062 -0.6735  0.0344  0.7055  2.9960 

Random effects:
 Groups   Name        Variance Std.Dev.
 IA_LABEL (Intercept) 0.002215 0.04707 
 PP_ID    (Intercept) 0.015220 0.12337 
 Residual             0.096207 0.31017 
Number of obs: 15298, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                              Estimate
(Intercept)                                                  5.388e+00
MWS_Length_CENTER                                            3.289e-02
Noun_Word_Repetition_Across_Sessions_CENTER                 -1.315e-02
GROUP_sum1                                                   7.385e-02
Adj_Word_Frequency_scale_center                             -2.475e-03
Noun_Word_Frequency_scale_center                            -1.857e-02
MWS_Frequency_scale_center                                  -2.103e-02
GROUP_sum1:Noun_Word_Frequency_scale_center                 -6.131e-03
GROUP_sum1:MWS_Frequency_scale_center                       -1.228e-02
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  6.375e-03
                                                            Std. Error
(Intercept)                                                  2.028e-02
MWS_Length_CENTER                                            3.500e-03
Noun_Word_Repetition_Across_Sessions_CENTER                  4.915e-03
GROUP_sum1                                                   2.013e-02
Adj_Word_Frequency_scale_center                              3.709e-03
Noun_Word_Frequency_scale_center                             5.257e-03
MWS_Frequency_scale_center                                   4.639e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                  3.003e-03
GROUP_sum1:MWS_Frequency_scale_center                        3.107e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.683e-03
                                                                    df t value
(Intercept)                                                  4.510e+01 265.682
MWS_Length_CENTER                                            6.631e+02   9.396
Noun_Word_Repetition_Across_Sessions_CENTER                  1.644e+03  -2.676
GROUP_sum1                                                   4.379e+01   3.668
Adj_Word_Frequency_scale_center                              1.125e+03  -0.667
Noun_Word_Frequency_scale_center                             6.467e+02  -3.532
MWS_Frequency_scale_center                                   2.261e+03  -4.533
GROUP_sum1:Noun_Word_Frequency_scale_center                  1.520e+04  -2.042
GROUP_sum1:MWS_Frequency_scale_center                        1.514e+04  -3.954
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  8.967e+02   3.789
                                                            Pr(>|t|)    
(Intercept)                                                  < 2e-16 ***
MWS_Length_CENTER                                            < 2e-16 ***
Noun_Word_Repetition_Across_Sessions_CENTER                 0.007524 ** 
GROUP_sum1                                                  0.000659 ***
Adj_Word_Frequency_scale_center                             0.504777    
Noun_Word_Frequency_scale_center                            0.000442 ***
MWS_Frequency_scale_center                                  6.11e-06 ***
GROUP_sum1:Noun_Word_Frequency_scale_center                 0.041207 *  
GROUP_sum1:MWS_Frequency_scale_center                       7.73e-05 ***
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000162 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
            (Intr) MWS_L_ N_W_R_ GROUP_s1 A_W_F_ Nn_W_F__ MWS_F_ GROUP_1:N
MWS_L_CENTE -0.008                                                        
N_W_R_A_S_C  0.015  0.074                                                 
GROUP_sum1  -0.358  0.002  0.000                                          
Adj_Wrd_F__ -0.002  0.293  0.008  0.001                                   
Nn_Wrd_Fr__  0.017  0.154 -0.562 -0.003    0.044                          
MWS_Frqnc__  0.030  0.060 -0.078 -0.002   -0.339  0.016                   
GROUP_1:N_W -0.004 -0.019 -0.011  0.010   -0.005 -0.125    0.070          
GROUP_1:MWS -0.003 -0.004  0.008  0.005    0.004  0.038   -0.172 -0.311   
N_W_F__:MWS -0.043 -0.108 -0.074  0.000   -0.025 -0.252   -0.446 -0.040   
            GROUP_1:M
MWS_L_CENTE          
N_W_R_A_S_C          
GROUP_sum1           
Adj_Wrd_F__          
Nn_Wrd_Fr__          
MWS_Frqnc__          
GROUP_1:N_W          
GROUP_1:MWS          
N_W_F__:MWS -0.010   

Plot Group: Adj_Word_Frequency

First Run Dwell Time

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: IA_FIRST_RUN_DWELL_TIME_LOG ~ MWS_Length_CENTER + GROUP_sum +  
    Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +  
    Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 12082.6  12220.2  -6023.3  12046.6    15451 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-4.0584 -0.6468  0.0131  0.6618  4.0394 

Random effects:
 Groups   Name                             Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                      0.0091032 0.09541       
 PP_ID    (Intercept)                      0.0190142 0.13789       
          Noun_Word_Frequency_scale_center 0.0004043 0.02011  -0.79
 Residual                                  0.1213750 0.34839       
Number of obs: 15469, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                                         Estimate
(Intercept)                                                             5.505e+00
MWS_Length_CENTER                                                       6.657e-02
GROUP_sum1                                                              1.434e-01
Adj_Word_Frequency_scale_center                                         6.523e-04
Noun_Word_Frequency_scale_center                                       -5.439e-02
MWS_Frequency_scale_center                                             -2.410e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             -5.314e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                            -2.881e-02
GROUP_sum1:MWS_Frequency_scale_center                                  -3.714e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             -1.883e-04
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             8.651e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   4.451e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  7.627e-03
                                                                       Std. Error
(Intercept)                                                             2.304e-02
MWS_Length_CENTER                                                       5.172e-03
GROUP_sum1                                                              2.254e-02
Adj_Word_Frequency_scale_center                                         5.063e-03
Noun_Word_Frequency_scale_center                                        7.476e-03
MWS_Frequency_scale_center                                              9.551e-03
GROUP_sum1:Adj_Word_Frequency_scale_center                              3.377e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                             4.770e-03
GROUP_sum1:MWS_Frequency_scale_center                                   6.843e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              2.771e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             2.446e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   2.022e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.133e-03
                                                                               df
(Intercept)                                                             4.818e+01
MWS_Length_CENTER                                                       7.616e+02
GROUP_sum1                                                              4.411e+01
Adj_Word_Frequency_scale_center                                         1.621e+03
Noun_Word_Frequency_scale_center                                        2.049e+02
MWS_Frequency_scale_center                                              6.399e+03
GROUP_sum1:Adj_Word_Frequency_scale_center                              1.535e+04
GROUP_sum1:Noun_Word_Frequency_scale_center                             4.790e+01
GROUP_sum1:MWS_Frequency_scale_center                                   1.522e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              7.791e+03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.064e+03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   1.511e+04
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.892e+03
                                                                       t value
(Intercept)                                                            238.917
MWS_Length_CENTER                                                       12.870
GROUP_sum1                                                               6.363
Adj_Word_Frequency_scale_center                                          0.129
Noun_Word_Frequency_scale_center                                        -7.275
MWS_Frequency_scale_center                                              -2.523
GROUP_sum1:Adj_Word_Frequency_scale_center                              -1.574
GROUP_sum1:Noun_Word_Frequency_scale_center                             -6.040
GROUP_sum1:MWS_Frequency_scale_center                                   -5.428
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              -0.068
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.537
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center    2.202
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center   3.576
                                                                       Pr(>|t|)
(Intercept)                                                             < 2e-16
MWS_Length_CENTER                                                       < 2e-16
GROUP_sum1                                                             9.77e-08
Adj_Word_Frequency_scale_center                                        0.897507
Noun_Word_Frequency_scale_center                                       7.22e-12
MWS_Frequency_scale_center                                             0.011649
GROUP_sum1:Adj_Word_Frequency_scale_center                             0.115610
GROUP_sum1:Noun_Word_Frequency_scale_center                            2.20e-07
GROUP_sum1:MWS_Frequency_scale_center                                  5.80e-08
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             0.945815
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.000423
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.027703
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 0.000358
                                                                          
(Intercept)                                                            ***
MWS_Length_CENTER                                                      ***
GROUP_sum1                                                             ***
Adj_Word_Frequency_scale_center                                           
Noun_Word_Frequency_scale_center                                       ***
MWS_Frequency_scale_center                                             *  
GROUP_sum1:Adj_Word_Frequency_scale_center                                
GROUP_sum1:Noun_Word_Frequency_scale_center                            ***
GROUP_sum1:MWS_Frequency_scale_center                                  ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center                
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            ***
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  *  
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Report GROUP :Adj_Word_Frequency: MWS_Frequency

Regression Path Duration

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: 
IA_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER + Adj_Word_Repetition_Across_Sessions_CENTER +  
    GROUP_sum + Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +  
    Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 23690.2  23828.1 -11827.1  23654.2    15656 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-3.0364 -0.6473 -0.1048  0.5372  4.2273 

Random effects:
 Groups   Name                             Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                      0.0219397 0.14812       
 PP_ID    (Intercept)                      0.0254666 0.15958       
          Noun_Word_Frequency_scale_center 0.0005775 0.02403  -0.34
 Residual                                  0.2513658 0.50136       
Number of obs: 15674, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                                        Estimate
(Intercept)                                                            5.725e+00
MWS_Length_CENTER                                                      4.198e-02
Adj_Word_Repetition_Across_Sessions_CENTER                            -1.900e-02
GROUP_sum1                                                             1.496e-01
Adj_Word_Frequency_scale_center                                       -3.404e-03
Noun_Word_Frequency_scale_center                                      -7.327e-02
MWS_Frequency_scale_center                                            -3.056e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                            -1.057e-02
GROUP_sum1:Noun_Word_Frequency_scale_center                           -1.978e-02
GROUP_sum1:MWS_Frequency_scale_center                                 -4.590e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center            -8.839e-04
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            1.141e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  9.291e-03
                                                                      Std. Error
(Intercept)                                                            2.724e-02
MWS_Length_CENTER                                                      7.741e-03
Adj_Word_Repetition_Across_Sessions_CENTER                             7.133e-03
GROUP_sum1                                                             2.620e-02
Adj_Word_Frequency_scale_center                                        8.479e-03
Noun_Word_Frequency_scale_center                                       1.092e-02
MWS_Frequency_scale_center                                             1.389e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             4.834e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                            6.300e-03
GROUP_sum1:MWS_Frequency_scale_center                                  9.369e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             4.035e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            3.567e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.912e-03
                                                                              df
(Intercept)                                                            5.132e+01
MWS_Length_CENTER                                                      7.764e+02
Adj_Word_Repetition_Across_Sessions_CENTER                             2.927e+03
GROUP_sum1                                                             4.398e+01
Adj_Word_Frequency_scale_center                                        2.007e+03
Noun_Word_Frequency_scale_center                                       2.514e+02
MWS_Frequency_scale_center                                             6.717e+03
GROUP_sum1:Adj_Word_Frequency_scale_center                             1.554e+04
GROUP_sum1:Noun_Word_Frequency_scale_center                            4.598e+01
GROUP_sum1:MWS_Frequency_scale_center                                  1.519e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             8.731e+03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            9.053e+02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.530e+04
                                                                      t value
(Intercept)                                                           210.199
MWS_Length_CENTER                                                       5.423
Adj_Word_Repetition_Across_Sessions_CENTER                             -2.663
GROUP_sum1                                                              5.708
Adj_Word_Frequency_scale_center                                        -0.401
Noun_Word_Frequency_scale_center                                       -6.710
MWS_Frequency_scale_center                                             -2.200
GROUP_sum1:Adj_Word_Frequency_scale_center                             -2.188
GROUP_sum1:Noun_Word_Frequency_scale_center                            -3.139
GROUP_sum1:MWS_Frequency_scale_center                                  -4.899
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             -0.219
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             3.199
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   3.190
                                                                      Pr(>|t|)
(Intercept)                                                            < 2e-16
MWS_Length_CENTER                                                     7.84e-08
Adj_Word_Repetition_Across_Sessions_CENTER                             0.00778
GROUP_sum1                                                            9.06e-07
Adj_Word_Frequency_scale_center                                        0.68816
Noun_Word_Frequency_scale_center                                      1.28e-10
MWS_Frequency_scale_center                                             0.02785
GROUP_sum1:Adj_Word_Frequency_scale_center                             0.02872
GROUP_sum1:Noun_Word_Frequency_scale_center                            0.00296
GROUP_sum1:MWS_Frequency_scale_center                                 9.76e-07
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             0.82660
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.00143
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.00142
                                                                         
(Intercept)                                                           ***
MWS_Length_CENTER                                                     ***
Adj_Word_Repetition_Across_Sessions_CENTER                            ** 
GROUP_sum1                                                            ***
Adj_Word_Frequency_scale_center                                          
Noun_Word_Frequency_scale_center                                      ***
MWS_Frequency_scale_center                                            *  
GROUP_sum1:Adj_Word_Frequency_scale_center                            *  
GROUP_sum1:Noun_Word_Frequency_scale_center                           ** 
GROUP_sum1:MWS_Frequency_scale_center                                 ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center               
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center           ** 
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Report Noun_Word_Frequency :MWS_Frequency

Report GROUP : Adj_Word_Frequence : MWS_Frequency

Selective Regression Path Duration

Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's
  method [lmerModLmerTest]
Formula: IA_SELECTIVE_REGRESSION_PATH_DURATION_LOG ~ MWS_Length_CENTER +  
    Adj_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +  
    Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:Adj_Word_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +  
    Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    GROUP_sum:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Noun_Word_Frequency_scale_center | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: lmerControl(optimizer = "bobyqa", optCtrl = list(maxfun = 2e+05))

     AIC      BIC   logLik deviance df.resid 
 14210.8  14356.2  -7086.4  14172.8    15503 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-3.8502 -0.6496 -0.0154  0.6448  3.5856 

Random effects:
 Groups   Name                             Variance  Std.Dev. Corr 
 IA_LABEL (Intercept)                      0.0148556 0.12188       
 PP_ID    (Intercept)                      0.0210237 0.14500       
          Noun_Word_Frequency_scale_center 0.0006477 0.02545  -0.67
 Residual                                  0.1375586 0.37089       
Number of obs: 15522, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                                         Estimate
(Intercept)                                                             5.571e+00
MWS_Length_CENTER                                                       5.790e-02
Adj_Word_Repetition_Across_Sessions_CENTER                             -1.454e-02
GROUP_sum1                                                              1.615e-01
Adj_Word_Frequency_scale_center                                         4.113e-03
Noun_Word_Frequency_scale_center                                       -7.045e-02
MWS_Frequency_scale_center                                             -2.961e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                             -4.288e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                            -3.396e-02
GROUP_sum1:MWS_Frequency_scale_center                                  -4.887e-02
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             -3.084e-05
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.098e-02
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   7.240e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  9.915e-03
                                                                       Std. Error
(Intercept)                                                             2.445e-02
MWS_Length_CENTER                                                       6.088e-03
Adj_Word_Repetition_Across_Sessions_CENTER                              5.436e-03
GROUP_sum1                                                              2.371e-02
Adj_Word_Frequency_scale_center                                         6.502e-03
Noun_Word_Frequency_scale_center                                        9.124e-03
MWS_Frequency_scale_center                                              1.047e-02
GROUP_sum1:Adj_Word_Frequency_scale_center                              3.593e-03
GROUP_sum1:Noun_Word_Frequency_scale_center                             5.557e-03
GROUP_sum1:MWS_Frequency_scale_center                                   7.335e-03
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.028e-03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             2.845e-03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   2.154e-03
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  2.427e-03
                                                                               df
(Intercept)                                                             4.993e+01
MWS_Length_CENTER                                                       8.347e+02
Adj_Word_Repetition_Across_Sessions_CENTER                              3.425e+03
GROUP_sum1                                                              4.412e+01
Adj_Word_Frequency_scale_center                                         2.299e+03
Noun_Word_Frequency_scale_center                                        2.355e+02
MWS_Frequency_scale_center                                              7.366e+03
GROUP_sum1:Adj_Word_Frequency_scale_center                              1.537e+04
GROUP_sum1:Noun_Word_Frequency_scale_center                             4.650e+01
GROUP_sum1:MWS_Frequency_scale_center                                   1.517e+04
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              9.555e+03
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center             1.058e+03
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center   1.518e+04
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  1.819e+03
                                                                       t value
(Intercept)                                                            227.812
MWS_Length_CENTER                                                        9.511
Adj_Word_Repetition_Across_Sessions_CENTER                              -2.675
GROUP_sum1                                                               6.813
Adj_Word_Frequency_scale_center                                          0.633
Noun_Word_Frequency_scale_center                                        -7.721
MWS_Frequency_scale_center                                              -2.827
GROUP_sum1:Adj_Word_Frequency_scale_center                              -1.193
GROUP_sum1:Noun_Word_Frequency_scale_center                             -6.110
GROUP_sum1:MWS_Frequency_scale_center                                   -6.663
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center              -0.010
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center              3.861
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center    3.361
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center   4.086
                                                                       Pr(>|t|)
(Intercept)                                                             < 2e-16
MWS_Length_CENTER                                                       < 2e-16
Adj_Word_Repetition_Across_Sessions_CENTER                             0.007512
GROUP_sum1                                                             2.12e-08
Adj_Word_Frequency_scale_center                                        0.527096
Noun_Word_Frequency_scale_center                                       3.29e-13
MWS_Frequency_scale_center                                             0.004716
GROUP_sum1:Adj_Word_Frequency_scale_center                             0.232726
GROUP_sum1:Noun_Word_Frequency_scale_center                            1.90e-07
GROUP_sum1:MWS_Frequency_scale_center                                  2.77e-11
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center             0.991873
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            0.000120
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.000778
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 4.58e-05
                                                                          
(Intercept)                                                            ***
MWS_Length_CENTER                                                      ***
Adj_Word_Repetition_Across_Sessions_CENTER                             ** 
GROUP_sum1                                                             ***
Adj_Word_Frequency_scale_center                                           
Noun_Word_Frequency_scale_center                                       ***
MWS_Frequency_scale_center                                             ** 
GROUP_sum1:Adj_Word_Frequency_scale_center                                
GROUP_sum1:Noun_Word_Frequency_scale_center                            ***
GROUP_sum1:MWS_Frequency_scale_center                                  ***
Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center                
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center            ***
GROUP_sum1:Adj_Word_Frequency_scale_center:MWS_Frequency_scale_center  ***
GROUP_sum1:Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Plot GROUP : Adj_Word_Frequency : MWS_Frequency

Plot Noun_Word_Frequency : MWS_Frequency

Skip

Generalized linear mixed model fit by maximum likelihood (Laplace
  Approximation) [glmerMod]
 Family: binomial  ( logit )
Formula: 
IA_SKIP ~ MWS_Length_CENTER + GROUP_sum + Adj_Word_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center + MWS_Frequency_scale_center +  
    GROUP_sum:MWS_Frequency_scale_center + Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center |  
        PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: glmerControl(optimizer = "nloptwrap", calc.derivs = F)

     AIC      BIC   logLik deviance df.resid 
 19204.4  19322.9  -9587.2  19174.4    19889 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-2.3166 -0.5605 -0.3432 -0.1037  7.4339 

Random effects:
 Groups   Name                             Variance Std.Dev. Corr       
 IA_LABEL (Intercept)                      0.289513 0.53806             
 PP_ID    (Intercept)                      0.359582 0.59965             
          Adj_Word_Frequency_scale_center  0.006553 0.08095  -1.00      
          Noun_Word_Frequency_scale_center 0.005997 0.07744  -0.53  0.53
Number of obs: 19904, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                            Estimate Std. Error
(Intercept)                                                 -1.41588    0.10075
MWS_Length_CENTER                                           -0.37003    0.03189
GROUP_sum1                                                  -0.70112    0.08061
Adj_Word_Frequency_scale_center                             -0.03180    0.03079
Noun_Word_Frequency_scale_center                             0.29425    0.03932
MWS_Frequency_scale_center                                   0.07636    0.02857
GROUP_sum1:MWS_Frequency_scale_center                        0.05519    0.01695
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center -0.05165    0.01246
                                                            z value Pr(>|z|)
(Intercept)                                                 -14.054  < 2e-16
MWS_Length_CENTER                                           -11.602  < 2e-16
GROUP_sum1                                                   -8.698  < 2e-16
Adj_Word_Frequency_scale_center                              -1.033  0.30170
Noun_Word_Frequency_scale_center                              7.483 7.28e-14
MWS_Frequency_scale_center                                    2.672  0.00753
GROUP_sum1:MWS_Frequency_scale_center                         3.255  0.00113
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  -4.145 3.40e-05
                                                               
(Intercept)                                                 ***
MWS_Length_CENTER                                           ***
GROUP_sum1                                                  ***
Adj_Word_Frequency_scale_center                                
Noun_Word_Frequency_scale_center                            ***
MWS_Frequency_scale_center                                  ** 
GROUP_sum1:MWS_Frequency_scale_center                       ** 
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
            (Intr) MWS_L_ GROUP_s1 A_W_F_ Nn_W_F__ MWS_F_ GROUP_1:
MWS_L_CENTE  0.020                                                
GROUP_sum1  -0.266 -0.009                                         
Adj_Wrd_F__ -0.409  0.248  0.185                                  
Nn_Wrd_Fr__ -0.108  0.186  0.028    0.096                         
MWS_Frqnc__  0.051  0.064 -0.014   -0.292  0.092                  
GROUP_1:MWS  0.082 -0.011 -0.348   -0.039 -0.015   -0.057         
N_W_F__:MWS -0.065 -0.073 -0.002   -0.032 -0.419   -0.519  0.003  

Plot Adj_Word_Frequency : MWS_Frequency

Fixation Count

Generalized linear mixed model fit by maximum likelihood (Laplace
  Approximation) [glmerMod]
 Family: poisson  ( log )
Formula: 
IA_FIXATION_COUNT ~ MWS_Length_CENTER + MWS_Repetition_Across_Sessions_CENTER +  
    Noun_Word_Repetition_Across_Sessions_CENTER + GROUP_sum +  
    Adj_Word_Frequency_scale_center + Noun_Word_Frequency_scale_center +  
    MWS_Frequency_scale_center + GROUP_sum:MWS_Frequency_scale_center +  
    Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center +  
    (1 | PP_ID) + (1 | IA_LABEL)
   Data: Data_all
Control: 
glmerControl(optimizer = "optimx", calc.derivs = FALSE, optCtrl = list(method = "nlminb",  
    starttests = FALSE, kkt = FALSE))

     AIC      BIC   logLik deviance df.resid 
 52962.2  53057.0 -26469.1  52938.2    19892 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-1.8550 -0.5692 -0.0812  0.3616  8.4250 

Random effects:
 Groups   Name        Variance Std.Dev.
 IA_LABEL (Intercept) 0.05460  0.2337  
 PP_ID    (Intercept) 0.03982  0.1995  
Number of obs: 19904, groups:  IA_LABEL, 533; PP_ID, 44

Fixed effects:
                                                             Estimate
(Intercept)                                                  0.182563
MWS_Length_CENTER                                            0.103053
MWS_Repetition_Across_Sessions_CENTER                       -0.024766
Noun_Word_Repetition_Across_Sessions_CENTER                 -0.036410
GROUP_sum1                                                   0.289949
Adj_Word_Frequency_scale_center                              0.013497
Noun_Word_Frequency_scale_center                            -0.135116
MWS_Frequency_scale_center                                  -0.034294
GROUP_sum1:MWS_Frequency_scale_center                       -0.026796
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center  0.028306
                                                            Std. Error z value
(Intercept)                                                   0.034896   5.232
MWS_Length_CENTER                                             0.011784   8.745
MWS_Repetition_Across_Sessions_CENTER                         0.011424  -2.168
Noun_Word_Repetition_Across_Sessions_CENTER                   0.015321  -2.376
GROUP_sum1                                                    0.032982   8.791
Adj_Word_Frequency_scale_center                               0.011624   1.161
Noun_Word_Frequency_scale_center                              0.018433  -7.330
MWS_Frequency_scale_center                                    0.013845  -2.477
GROUP_sum1:MWS_Frequency_scale_center                         0.008079  -3.317
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center   0.005713   4.955
                                                            Pr(>|z|)    
(Intercept)                                                 1.68e-07 ***
MWS_Length_CENTER                                            < 2e-16 ***
MWS_Repetition_Across_Sessions_CENTER                        0.03017 *  
Noun_Word_Repetition_Across_Sessions_CENTER                  0.01748 *  
GROUP_sum1                                                   < 2e-16 ***
Adj_Word_Frequency_scale_center                              0.24560    
Noun_Word_Frequency_scale_center                            2.30e-13 ***
MWS_Frequency_scale_center                                   0.01325 *  
GROUP_sum1:MWS_Frequency_scale_center                        0.00091 ***
Noun_Word_Frequency_scale_center:MWS_Frequency_scale_center 7.23e-07 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Correlation of Fixed Effects:
            (Intr) MWS_L_ MWS_R_ N_W_R_ GROUP_s1 A_W_F_ Nn_W_F__ MWS_F_
MWS_L_CENTE -0.018                                                     
MWS_R_A_S_C  0.024  0.051                                              
N_W_R_A_S_C  0.032  0.065 -0.246                                       
GROUP_sum1  -0.341  0.001  0.026 -0.008                                
Adj_Wrd_F__ -0.003  0.289 -0.032 -0.014  0.000                         
Nn_Wrd_Fr__  0.064  0.164  0.104 -0.460  0.003    0.048                
MWS_Frqnc__  0.063  0.049 -0.125 -0.020 -0.006   -0.327  0.055         
GROUP_1:MWS -0.002  0.011  0.105 -0.028  0.025    0.007  0.012   -0.170
N_W_F__:MWS -0.102 -0.102  0.041 -0.098  0.001   -0.027 -0.331   -0.470
            GROUP_1:
MWS_L_CENTE         
MWS_R_A_S_C         
N_W_R_A_S_C         
GROUP_sum1          
Adj_Wrd_F__         
Nn_Wrd_Fr__         
MWS_Frqnc__         
GROUP_1:MWS         
N_W_F__:MWS  0.007